{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 第4阶段_第0讲：Matplotlib和Seaborn画图基础入门\n",
    "\n",
    "## 课程目标\n",
    "在进入数据分析和可视化阶段之前，我们需要掌握Python中最常用的两个画图库：\n",
    "- **Matplotlib**：Python最基础的绘图库\n",
    "- **Seaborn**：基于Matplotlib的高级可视化库，更美观、更简洁\n",
    "\n",
    "本节课将快速带你掌握这两个库的基本使用方法，为后续的数据分析和可视化打好基础。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. 环境准备\n",
    "\n",
    "首先安装和导入必要的库："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "环境准备完成！\n"
     ]
    }
   ],
   "source": [
    "# 如果还没安装，请先安装这些库\n",
    "# !pip install matplotlib seaborn pandas numpy\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "# 设置中文显示\n",
    "plt.rcParams['font.sans-serif'] = ['Arial Unicode MS']  # MacOS\n",
    "# plt.rcParams['font.sans-serif'] = ['SimHei']  # Windows\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 解决负号显示问题\n",
    "\n",
    "# 设置图表样式\n",
    "sns.set_style('whitegrid')\n",
    "\n",
    "print(\"环境准备完成！\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Matplotlib基础\n",
    "\n",
    "Matplotlib是Python最基础的绘图库，几乎所有其他可视化库都基于它。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.1 最简单的折线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36724 (\\N{CJK UNIFIED IDEOGRAPH-8F74}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31616 (\\N{CJK UNIFIED IDEOGRAPH-7B80}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21333 (\\N{CJK UNIFIED IDEOGRAPH-5355}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25240 (\\N{CJK UNIFIED IDEOGRAPH-6298}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22270 (\\N{CJK UNIFIED IDEOGRAPH-56FE}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 创建数据\n",
    "x = [1, 2, 3, 4, 5]\n",
    "y = [2, 4, 6, 8, 10]\n",
    "\n",
    "# 画图\n",
    "plt.figure(figsize=(8, 5))  # 设置图表大小\n",
    "plt.plot(x, y, marker='o', linewidth=2, color='blue')  # 绘制折线图\n",
    "plt.title('简单折线图', fontsize=16)  # 标题\n",
    "plt.xlabel('X轴', fontsize=12)  # X轴标签\n",
    "plt.ylabel('Y轴', fontsize=12)  # Y轴标签\n",
    "plt.grid(True, alpha=0.3)  # 显示网格\n",
    "plt.show()  # 显示图表"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 常用图表类型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/3076532096.py:33: UserWarning: Glyph 25240 (\\N{CJK UNIFIED IDEOGRAPH-6298}) missing from font(s) Arial.\n",
      "  plt.tight_layout()  # 自动调整子图间距\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/3076532096.py:33: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from font(s) Arial.\n",
      "  plt.tight_layout()  # 自动调整子图间距\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/3076532096.py:33: UserWarning: Glyph 22270 (\\N{CJK UNIFIED IDEOGRAPH-56FE}) missing from font(s) Arial.\n",
      "  plt.tight_layout()  # 自动调整子图间距\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/3076532096.py:33: UserWarning: Glyph 25968 (\\N{CJK UNIFIED IDEOGRAPH-6570}) missing from font(s) Arial.\n",
      "  plt.tight_layout()  # 自动调整子图间距\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/3076532096.py:33: UserWarning: Glyph 20540 (\\N{CJK UNIFIED IDEOGRAPH-503C}) missing from font(s) Arial.\n",
      "  plt.tight_layout()  # 自动调整子图间距\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/3076532096.py:33: UserWarning: Glyph 26609 (\\N{CJK UNIFIED IDEOGRAPH-67F1}) missing from font(s) Arial.\n",
      "  plt.tight_layout()  # 自动调整子图间距\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/3076532096.py:33: UserWarning: Glyph 29366 (\\N{CJK UNIFIED IDEOGRAPH-72B6}) missing from font(s) Arial.\n",
      "  plt.tight_layout()  # 自动调整子图间距\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/3076532096.py:33: UserWarning: Glyph 25955 (\\N{CJK UNIFIED IDEOGRAPH-6563}) missing from font(s) Arial.\n",
      "  plt.tight_layout()  # 自动调整子图间距\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/3076532096.py:33: UserWarning: Glyph 28857 (\\N{CJK UNIFIED IDEOGRAPH-70B9}) missing from font(s) Arial.\n",
      "  plt.tight_layout()  # 自动调整子图间距\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/3076532096.py:33: UserWarning: Glyph 39292 (\\N{CJK UNIFIED IDEOGRAPH-997C}) missing from font(s) Arial.\n",
      "  plt.tight_layout()  # 自动调整子图间距\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25968 (\\N{CJK UNIFIED IDEOGRAPH-6570}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20540 (\\N{CJK UNIFIED IDEOGRAPH-503C}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26609 (\\N{CJK UNIFIED IDEOGRAPH-67F1}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29366 (\\N{CJK UNIFIED IDEOGRAPH-72B6}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25955 (\\N{CJK UNIFIED IDEOGRAPH-6563}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 28857 (\\N{CJK UNIFIED IDEOGRAPH-70B9}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 39292 (\\N{CJK UNIFIED IDEOGRAPH-997C}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 创建一个2x2的子图布局\n",
    "fig, axes = plt.subplots(2, 2, figsize=(12, 10))\n",
    "\n",
    "# 准备数据\n",
    "x = np.linspace(0, 10, 50)\n",
    "categories = ['A', 'B', 'C', 'D', 'E']\n",
    "values = [23, 45, 56, 78, 32]\n",
    "\n",
    "# 1. 折线图\n",
    "axes[0, 0].plot(x, np.sin(x), 'r-', label='sin(x)')\n",
    "axes[0, 0].plot(x, np.cos(x), 'b--', label='cos(x)')\n",
    "axes[0, 0].set_title('折线图')\n",
    "axes[0, 0].legend()\n",
    "axes[0, 0].grid(True, alpha=0.3)\n",
    "\n",
    "# 2. 柱状图\n",
    "axes[0, 1].bar(categories, values, color='steelblue')\n",
    "axes[0, 1].set_title('柱状图')\n",
    "axes[0, 1].set_ylabel('数值')\n",
    "\n",
    "# 3. 散点图\n",
    "x_scatter = np.random.randn(100)\n",
    "y_scatter = 2 * x_scatter + np.random.randn(100)\n",
    "axes[1, 0].scatter(x_scatter, y_scatter, alpha=0.6, color='green')\n",
    "axes[1, 0].set_title('散点图')\n",
    "axes[1, 0].set_xlabel('X')\n",
    "axes[1, 0].set_ylabel('Y')\n",
    "\n",
    "# 4. 饼图\n",
    "axes[1, 1].pie(values, labels=categories, autopct='%1.1f%%', startangle=90)\n",
    "axes[1, 1].set_title('饼图')\n",
    "\n",
    "plt.tight_layout()  # 自动调整子图间距\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3 常用参数说明\n",
    "\n",
    "| 参数 | 说明 | 示例 |\n",
    "|------|------|------|\n",
    "| `figsize` | 图表大小(宽, 高) | `figsize=(10, 6)` |\n",
    "| `color` | 颜色 | `'red'`, `'#FF0000'`, `'r'` |\n",
    "| `linewidth`/`lw` | 线宽 | `linewidth=2` |\n",
    "| `linestyle`/`ls` | 线型 | `'-'`, `'--'`, `'-.'`, `':'` |\n",
    "| `marker` | 标记点样式 | `'o'`, `'s'`, `'^'`, `'*'` |\n",
    "| `alpha` | 透明度(0-1) | `alpha=0.5` |\n",
    "| `label` | 图例标签 | `label='数据1'` |"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Seaborn基础\n",
    "\n",
    "Seaborn是基于Matplotlib的高级可视化库，提供了更美观的默认样式和更简洁的API。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.1 准备示例数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>类别</th>\n",
       "      <th>数值1</th>\n",
       "      <th>数值2</th>\n",
       "      <th>分组</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>C</td>\n",
       "      <td>55.821228</td>\n",
       "      <td>55.132636</td>\n",
       "      <td>组2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>A</td>\n",
       "      <td>58.877485</td>\n",
       "      <td>56.911999</td>\n",
       "      <td>组2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>C</td>\n",
       "      <td>58.943323</td>\n",
       "      <td>38.399378</td>\n",
       "      <td>组2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>C</td>\n",
       "      <td>57.549978</td>\n",
       "      <td>77.860909</td>\n",
       "      <td>组2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>A</td>\n",
       "      <td>47.928341</td>\n",
       "      <td>79.490952</td>\n",
       "      <td>组2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  类别        数值1        数值2  分组\n",
       "0  C  55.821228  55.132636  组2\n",
       "1  A  58.877485  56.911999  组2\n",
       "2  C  58.943323  38.399378  组2\n",
       "3  C  57.549978  77.860909  组2\n",
       "4  A  47.928341  79.490952  组2"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 创建示例数据\n",
    "np.random.seed(42)\n",
    "df = pd.DataFrame({\n",
    "    '类别': np.random.choice(['A', 'B', 'C'], 100),\n",
    "    '数值1': np.random.randn(100) * 10 + 50,\n",
    "    '数值2': np.random.randn(100) * 15 + 60,\n",
    "    '分组': np.random.choice(['组1', '组2'], 100)\n",
    "})\n",
    "\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2 Seaborn常用图表"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/48493457.py:21: UserWarning: Glyph 31867 (\\N{CJK UNIFIED IDEOGRAPH-7C7B}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/48493457.py:21: UserWarning: Glyph 21035 (\\N{CJK UNIFIED IDEOGRAPH-522B}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/48493457.py:21: UserWarning: Glyph 25968 (\\N{CJK UNIFIED IDEOGRAPH-6570}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/48493457.py:21: UserWarning: Glyph 20540 (\\N{CJK UNIFIED IDEOGRAPH-503C}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/48493457.py:21: UserWarning: Glyph 31665 (\\N{CJK UNIFIED IDEOGRAPH-7BB1}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/48493457.py:21: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/48493457.py:21: UserWarning: Glyph 22270 (\\N{CJK UNIFIED IDEOGRAPH-56FE}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/48493457.py:21: UserWarning: Glyph 25454 (\\N{CJK UNIFIED IDEOGRAPH-636E}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/48493457.py:21: UserWarning: Glyph 20998 (\\N{CJK UNIFIED IDEOGRAPH-5206}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/48493457.py:21: UserWarning: Glyph 24067 (\\N{CJK UNIFIED IDEOGRAPH-5E03}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/48493457.py:21: UserWarning: Glyph 23545 (\\N{CJK UNIFIED IDEOGRAPH-5BF9}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/48493457.py:21: UserWarning: Glyph 27604 (\\N{CJK UNIFIED IDEOGRAPH-6BD4}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/48493457.py:21: UserWarning: Glyph 32452 (\\N{CJK UNIFIED IDEOGRAPH-7EC4}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/48493457.py:21: UserWarning: Glyph 23567 (\\N{CJK UNIFIED IDEOGRAPH-5C0F}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/48493457.py:21: UserWarning: Glyph 25552 (\\N{CJK UNIFIED IDEOGRAPH-63D0}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/48493457.py:21: UserWarning: Glyph 29748 (\\N{CJK UNIFIED IDEOGRAPH-7434}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/48493457.py:21: UserWarning: Glyph 24418 (\\N{CJK UNIFIED IDEOGRAPH-5F62}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/48493457.py:21: UserWarning: Glyph 29366 (\\N{CJK UNIFIED IDEOGRAPH-72B6}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/48493457.py:21: UserWarning: Glyph 25955 (\\N{CJK UNIFIED IDEOGRAPH-6563}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/48493457.py:21: UserWarning: Glyph 28857 (\\N{CJK UNIFIED IDEOGRAPH-70B9}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/48493457.py:21: UserWarning: Glyph 21464 (\\N{CJK UNIFIED IDEOGRAPH-53D8}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/48493457.py:21: UserWarning: Glyph 37327 (\\N{CJK UNIFIED IDEOGRAPH-91CF}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/48493457.py:21: UserWarning: Glyph 20851 (\\N{CJK UNIFIED IDEOGRAPH-5173}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/48493457.py:21: UserWarning: Glyph 31995 (\\N{CJK UNIFIED IDEOGRAPH-7CFB}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/48493457.py:21: UserWarning: Glyph 30452 (\\N{CJK UNIFIED IDEOGRAPH-76F4}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/48493457.py:21: UserWarning: Glyph 26041 (\\N{CJK UNIFIED IDEOGRAPH-65B9}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/48493457.py:21: UserWarning: Glyph 39057 (\\N{CJK UNIFIED IDEOGRAPH-9891}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25968 (\\N{CJK UNIFIED IDEOGRAPH-6570}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20540 (\\N{CJK UNIFIED IDEOGRAPH-503C}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31665 (\\N{CJK UNIFIED IDEOGRAPH-7BB1}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22270 (\\N{CJK UNIFIED IDEOGRAPH-56FE}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25454 (\\N{CJK UNIFIED IDEOGRAPH-636E}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20998 (\\N{CJK UNIFIED IDEOGRAPH-5206}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24067 (\\N{CJK UNIFIED IDEOGRAPH-5E03}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23545 (\\N{CJK UNIFIED IDEOGRAPH-5BF9}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27604 (\\N{CJK UNIFIED IDEOGRAPH-6BD4}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31867 (\\N{CJK UNIFIED IDEOGRAPH-7C7B}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21035 (\\N{CJK UNIFIED IDEOGRAPH-522B}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32452 (\\N{CJK UNIFIED IDEOGRAPH-7EC4}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23567 (\\N{CJK UNIFIED IDEOGRAPH-5C0F}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25552 (\\N{CJK UNIFIED IDEOGRAPH-63D0}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29748 (\\N{CJK UNIFIED IDEOGRAPH-7434}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24418 (\\N{CJK UNIFIED IDEOGRAPH-5F62}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29366 (\\N{CJK UNIFIED IDEOGRAPH-72B6}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25955 (\\N{CJK UNIFIED IDEOGRAPH-6563}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 28857 (\\N{CJK UNIFIED IDEOGRAPH-70B9}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21464 (\\N{CJK UNIFIED IDEOGRAPH-53D8}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37327 (\\N{CJK UNIFIED IDEOGRAPH-91CF}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20851 (\\N{CJK UNIFIED IDEOGRAPH-5173}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31995 (\\N{CJK UNIFIED IDEOGRAPH-7CFB}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30452 (\\N{CJK UNIFIED IDEOGRAPH-76F4}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26041 (\\N{CJK UNIFIED IDEOGRAPH-65B9}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 39057 (\\N{CJK UNIFIED IDEOGRAPH-9891}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 创建2x2子图\n",
    "fig, axes = plt.subplots(2, 2, figsize=(14, 10))\n",
    "\n",
    "# 1. 箱线图 - 查看数据分布\n",
    "sns.boxplot(data=df, x='类别', y='数值1', hue='分组', ax=axes[0, 0])\n",
    "axes[0, 0].set_title('箱线图 - 数据分布对比', fontsize=14)\n",
    "\n",
    "# 2. 小提琴图 - 更详细的分布\n",
    "sns.violinplot(data=df, x='类别', y='数值1', ax=axes[0, 1])\n",
    "axes[0, 1].set_title('小提琴图 - 分布形状', fontsize=14)\n",
    "\n",
    "# 3. 散点图 - 两个变量的关系\n",
    "sns.scatterplot(data=df, x='数值1', y='数值2', hue='类别', \n",
    "                size='数值1', alpha=0.6, ax=axes[1, 0])\n",
    "axes[1, 0].set_title('散点图 - 变量关系', fontsize=14)\n",
    "\n",
    "# 4. 直方图 - 单变量分布\n",
    "sns.histplot(data=df, x='数值1', hue='分组', kde=True, ax=axes[1, 1])\n",
    "axes[1, 1].set_title('直方图 - 频数分布', fontsize=14)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3 相关性热力图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/lib/python3.13/site-packages/seaborn/utils.py:61: UserWarning: Glyph 25968 (\\N{CJK UNIFIED IDEOGRAPH-6570}) missing from font(s) Arial.\n",
      "  fig.canvas.draw()\n",
      "/opt/anaconda3/lib/python3.13/site-packages/seaborn/utils.py:61: UserWarning: Glyph 20540 (\\N{CJK UNIFIED IDEOGRAPH-503C}) missing from font(s) Arial.\n",
      "  fig.canvas.draw()\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21464 (\\N{CJK UNIFIED IDEOGRAPH-53D8}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37327 (\\N{CJK UNIFIED IDEOGRAPH-91CF}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30456 (\\N{CJK UNIFIED IDEOGRAPH-76F8}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20851 (\\N{CJK UNIFIED IDEOGRAPH-5173}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24615 (\\N{CJK UNIFIED IDEOGRAPH-6027}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 28909 (\\N{CJK UNIFIED IDEOGRAPH-70ED}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21147 (\\N{CJK UNIFIED IDEOGRAPH-529B}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22270 (\\N{CJK UNIFIED IDEOGRAPH-56FE}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25968 (\\N{CJK UNIFIED IDEOGRAPH-6570}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20540 (\\N{CJK UNIFIED IDEOGRAPH-503C}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 创建数值型数据的相关性矩阵\n",
    "numeric_df = df.select_dtypes(include=[np.number])\n",
    "correlation = numeric_df.corr()\n",
    "\n",
    "# 绘制热力图\n",
    "plt.figure(figsize=(8, 6))\n",
    "sns.heatmap(correlation, annot=True, cmap='coolwarm', center=0, \n",
    "            square=True, linewidths=1, fmt='.2f')\n",
    "plt.title('变量相关性热力图', fontsize=16)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.4 Seaborn样式设置"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/1376589325.py:11: UserWarning: Glyph 26679 (\\N{CJK UNIFIED IDEOGRAPH-6837}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/1376589325.py:11: UserWarning: Glyph 24335 (\\N{CJK UNIFIED IDEOGRAPH-5F0F}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26679 (\\N{CJK UNIFIED IDEOGRAPH-6837}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24335 (\\N{CJK UNIFIED IDEOGRAPH-5F0F}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x400 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Seaborn提供了多种预设样式\n",
    "styles = ['darkgrid', 'whitegrid', 'dark', 'white', 'ticks']\n",
    "\n",
    "fig, axes = plt.subplots(1, 5, figsize=(20, 4))\n",
    "\n",
    "for i, style in enumerate(styles):\n",
    "    sns.set_style(style)\n",
    "    sns.lineplot(x=[1, 2, 3, 4], y=[1, 4, 2, 3], ax=axes[i])\n",
    "    axes[i].set_title(f'样式: {style}')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# 恢复默认样式\n",
    "sns.set_style('whitegrid')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. 实战练习：综合使用\n",
    "\n",
    "让我们通过一个完整的例子，练习刚学到的画图技能。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>月份</th>\n",
       "      <th>产品</th>\n",
       "      <th>销售额</th>\n",
       "      <th>利润率</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1月</td>\n",
       "      <td>产品A</td>\n",
       "      <td>116</td>\n",
       "      <td>0.179609</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1月</td>\n",
       "      <td>产品B</td>\n",
       "      <td>142</td>\n",
       "      <td>0.247599</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1月</td>\n",
       "      <td>产品C</td>\n",
       "      <td>148</td>\n",
       "      <td>0.136498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2月</td>\n",
       "      <td>产品A</td>\n",
       "      <td>67</td>\n",
       "      <td>0.135090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2月</td>\n",
       "      <td>产品B</td>\n",
       "      <td>133</td>\n",
       "      <td>0.206310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2月</td>\n",
       "      <td>产品C</td>\n",
       "      <td>107</td>\n",
       "      <td>0.206366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>3月</td>\n",
       "      <td>产品A</td>\n",
       "      <td>136</td>\n",
       "      <td>0.226880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>3月</td>\n",
       "      <td>产品B</td>\n",
       "      <td>147</td>\n",
       "      <td>0.269886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>3月</td>\n",
       "      <td>产品C</td>\n",
       "      <td>146</td>\n",
       "      <td>0.244891</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>4月</td>\n",
       "      <td>产品A</td>\n",
       "      <td>97</td>\n",
       "      <td>0.222205</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   月份   产品  销售额       利润率\n",
       "0  1月  产品A  116  0.179609\n",
       "1  1月  产品B  142  0.247599\n",
       "2  1月  产品C  148  0.136498\n",
       "3  2月  产品A   67  0.135090\n",
       "4  2月  产品B  133  0.206310\n",
       "5  2月  产品C  107  0.206366\n",
       "6  3月  产品A  136  0.226880\n",
       "7  3月  产品B  147  0.269886\n",
       "8  3月  产品C  146  0.244891\n",
       "9  4月  产品A   97  0.222205"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 创建一个销售数据集\n",
    "np.random.seed(123)\n",
    "months = ['1月', '2月', '3月', '4月', '5月', '6月']\n",
    "products = ['产品A', '产品B', '产品C']\n",
    "\n",
    "sales_data = pd.DataFrame({\n",
    "    '月份': np.repeat(months, 3),\n",
    "    '产品': products * 6,\n",
    "    '销售额': np.random.randint(50, 150, 18),\n",
    "    '利润率': np.random.uniform(0.1, 0.3, 18)\n",
    "})\n",
    "\n",
    "sales_data.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/1986263866.py:27: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.boxplot(data=sales_data, x='产品', y='利润率', palette='Set2')\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/1986263866.py:54: UserWarning: Glyph 26376 (\\N{CJK UNIFIED IDEOGRAPH-6708}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/1986263866.py:54: UserWarning: Glyph 20221 (\\N{CJK UNIFIED IDEOGRAPH-4EFD}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/1986263866.py:54: UserWarning: Glyph 38144 (\\N{CJK UNIFIED IDEOGRAPH-9500}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/1986263866.py:54: UserWarning: Glyph 21806 (\\N{CJK UNIFIED IDEOGRAPH-552E}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/1986263866.py:54: UserWarning: Glyph 39069 (\\N{CJK UNIFIED IDEOGRAPH-989D}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/1986263866.py:54: UserWarning: Glyph 21508 (\\N{CJK UNIFIED IDEOGRAPH-5404}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/1986263866.py:54: UserWarning: Glyph 20135 (\\N{CJK UNIFIED IDEOGRAPH-4EA7}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/1986263866.py:54: UserWarning: Glyph 21697 (\\N{CJK UNIFIED IDEOGRAPH-54C1}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/1986263866.py:54: UserWarning: Glyph 36235 (\\N{CJK UNIFIED IDEOGRAPH-8D8B}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/1986263866.py:54: UserWarning: Glyph 21183 (\\N{CJK UNIFIED IDEOGRAPH-52BF}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/1986263866.py:54: UserWarning: Glyph 24635 (\\N{CJK UNIFIED IDEOGRAPH-603B}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/1986263866.py:54: UserWarning: Glyph 23545 (\\N{CJK UNIFIED IDEOGRAPH-5BF9}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/1986263866.py:54: UserWarning: Glyph 27604 (\\N{CJK UNIFIED IDEOGRAPH-6BD4}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/1986263866.py:54: UserWarning: Glyph 21033 (\\N{CJK UNIFIED IDEOGRAPH-5229}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/1986263866.py:54: UserWarning: Glyph 28070 (\\N{CJK UNIFIED IDEOGRAPH-6DA6}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/1986263866.py:54: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/1986263866.py:54: UserWarning: Glyph 20998 (\\N{CJK UNIFIED IDEOGRAPH-5206}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/1986263866.py:54: UserWarning: Glyph 24067 (\\N{CJK UNIFIED IDEOGRAPH-5E03}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/1986263866.py:54: UserWarning: Glyph 24230 (\\N{CJK UNIFIED IDEOGRAPH-5EA6}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/1986263866.py:54: UserWarning: Glyph 19982 (\\N{CJK UNIFIED IDEOGRAPH-4E0E}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/1986263866.py:54: UserWarning: Glyph 20851 (\\N{CJK UNIFIED IDEOGRAPH-5173}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/1986263866.py:54: UserWarning: Glyph 31995 (\\N{CJK UNIFIED IDEOGRAPH-7CFB}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/1986263866.py:54: UserWarning: Glyph 21344 (\\N{CJK UNIFIED IDEOGRAPH-5360}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38144 (\\N{CJK UNIFIED IDEOGRAPH-9500}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21806 (\\N{CJK UNIFIED IDEOGRAPH-552E}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 39069 (\\N{CJK UNIFIED IDEOGRAPH-989D}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21508 (\\N{CJK UNIFIED IDEOGRAPH-5404}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20135 (\\N{CJK UNIFIED IDEOGRAPH-4EA7}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21697 (\\N{CJK UNIFIED IDEOGRAPH-54C1}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36235 (\\N{CJK UNIFIED IDEOGRAPH-8D8B}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21183 (\\N{CJK UNIFIED IDEOGRAPH-52BF}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26376 (\\N{CJK UNIFIED IDEOGRAPH-6708}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20221 (\\N{CJK UNIFIED IDEOGRAPH-4EFD}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24635 (\\N{CJK UNIFIED IDEOGRAPH-603B}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23545 (\\N{CJK UNIFIED IDEOGRAPH-5BF9}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27604 (\\N{CJK UNIFIED IDEOGRAPH-6BD4}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21033 (\\N{CJK UNIFIED IDEOGRAPH-5229}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 28070 (\\N{CJK UNIFIED IDEOGRAPH-6DA6}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20998 (\\N{CJK UNIFIED IDEOGRAPH-5206}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24067 (\\N{CJK UNIFIED IDEOGRAPH-5E03}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24230 (\\N{CJK UNIFIED IDEOGRAPH-5EA6}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19982 (\\N{CJK UNIFIED IDEOGRAPH-4E0E}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20851 (\\N{CJK UNIFIED IDEOGRAPH-5173}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31995 (\\N{CJK UNIFIED IDEOGRAPH-7CFB}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21344 (\\N{CJK UNIFIED IDEOGRAPH-5360}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x1000 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 创建综合分析图表\n",
    "fig = plt.figure(figsize=(16, 10))\n",
    "\n",
    "# 1. 销售额趋势（左上）\n",
    "ax1 = plt.subplot(2, 3, 1)\n",
    "for product in products:\n",
    "    product_data = sales_data[sales_data['产品'] == product]\n",
    "    plt.plot(product_data['月份'], product_data['销售额'], \n",
    "             marker='o', label=product, linewidth=2)\n",
    "plt.title('各产品销售额趋势', fontsize=14, fontweight='bold')\n",
    "plt.xlabel('月份')\n",
    "plt.ylabel('销售额')\n",
    "plt.legend()\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "# 2. 产品销售额对比（中上）\n",
    "ax2 = plt.subplot(2, 3, 2)\n",
    "product_total = sales_data.groupby('产品')['销售额'].sum()\n",
    "plt.bar(product_total.index, product_total.values, color=['#FF6B6B', '#4ECDC4', '#45B7D1'])\n",
    "plt.title('产品总销售额对比', fontsize=14, fontweight='bold')\n",
    "plt.ylabel('总销售额')\n",
    "for i, v in enumerate(product_total.values):\n",
    "    plt.text(i, v + 5, str(v), ha='center')\n",
    "\n",
    "# 3. 利润率分布（右上）\n",
    "ax3 = plt.subplot(2, 3, 3)\n",
    "sns.boxplot(data=sales_data, x='产品', y='利润率', palette='Set2')\n",
    "plt.title('产品利润率分布', fontsize=14, fontweight='bold')\n",
    "plt.ylabel('利润率')\n",
    "\n",
    "# 4. 月度销售总额（左下）\n",
    "ax4 = plt.subplot(2, 3, 4)\n",
    "monthly_total = sales_data.groupby('月份')['销售额'].sum()\n",
    "plt.plot(monthly_total.index, monthly_total.values, \n",
    "         marker='o', color='green', linewidth=2.5, markersize=8)\n",
    "plt.fill_between(range(len(monthly_total)), monthly_total.values, alpha=0.3, color='green')\n",
    "plt.title('月度销售总额', fontsize=14, fontweight='bold')\n",
    "plt.xlabel('月份')\n",
    "plt.ylabel('总销售额')\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "# 5. 销售额与利润率关系（中下）\n",
    "ax5 = plt.subplot(2, 3, 5)\n",
    "sns.scatterplot(data=sales_data, x='销售额', y='利润率', \n",
    "                hue='产品', size='销售额', sizes=(50, 200), alpha=0.6)\n",
    "plt.title('销售额与利润率关系', fontsize=14, fontweight='bold')\n",
    "\n",
    "# 6. 产品占比（右下）\n",
    "ax6 = plt.subplot(2, 3, 6)\n",
    "plt.pie(product_total.values, labels=product_total.index, autopct='%1.1f%%',\n",
    "        colors=['#FF6B6B', '#4ECDC4', '#45B7D1'], startangle=90)\n",
    "plt.title('产品销售额占比', fontsize=14, fontweight='bold')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. 常用技巧总结\n",
    "\n",
    "### 5.1 保存图表"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 保存图表到文件\n",
    "plt.figure(figsize=(8, 5))\n",
    "plt.plot([1, 2, 3, 4], [1, 4, 2, 3])\n",
    "plt.title('示例图表')\n",
    "\n",
    "# 保存为不同格式\n",
    "# plt.savefig('my_plot.png', dpi=300, bbox_inches='tight')  # PNG格式，高分辨率\n",
    "# plt.savefig('my_plot.pdf', bbox_inches='tight')  # PDF格式\n",
    "# plt.savefig('my_plot.svg', bbox_inches='tight')  # SVG格式\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.2 图表美化技巧"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/3074745948.py:22: UserWarning: Glyph 22522 (\\N{CJK UNIFIED IDEOGRAPH-57FA}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/3074745948.py:22: UserWarning: Glyph 30784 (\\N{CJK UNIFIED IDEOGRAPH-7840}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/3074745948.py:22: UserWarning: Glyph 29256 (\\N{CJK UNIFIED IDEOGRAPH-7248}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/3074745948.py:22: UserWarning: Glyph 26412 (\\N{CJK UNIFIED IDEOGRAPH-672C}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/3074745948.py:22: UserWarning: Glyph 36724 (\\N{CJK UNIFIED IDEOGRAPH-8F74}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/3074745948.py:22: UserWarning: Glyph 26631 (\\N{CJK UNIFIED IDEOGRAPH-6807}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/3074745948.py:22: UserWarning: Glyph 31614 (\\N{CJK UNIFIED IDEOGRAPH-7B7E}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/3074745948.py:22: UserWarning: Glyph 32654 (\\N{CJK UNIFIED IDEOGRAPH-7F8E}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/var/folders/qc/bfncn21d7s3g1p6vh0d5vlyc0000gn/T/ipykernel_14017/3074745948.py:22: UserWarning: Glyph 21270 (\\N{CJK UNIFIED IDEOGRAPH-5316}) missing from font(s) Arial.\n",
      "  plt.tight_layout()\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22522 (\\N{CJK UNIFIED IDEOGRAPH-57FA}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30784 (\\N{CJK UNIFIED IDEOGRAPH-7840}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29256 (\\N{CJK UNIFIED IDEOGRAPH-7248}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26412 (\\N{CJK UNIFIED IDEOGRAPH-672C}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36724 (\\N{CJK UNIFIED IDEOGRAPH-8F74}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26631 (\\N{CJK UNIFIED IDEOGRAPH-6807}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31614 (\\N{CJK UNIFIED IDEOGRAPH-7B7E}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32654 (\\N{CJK UNIFIED IDEOGRAPH-7F8E}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/opt/anaconda3/lib/python3.13/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21270 (\\N{CJK UNIFIED IDEOGRAPH-5316}) missing from font(s) Arial.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
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      "text/plain": [
       "<Figure size 1400x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 美化前\n",
    "fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n",
    "\n",
    "# 基础版本\n",
    "axes[0].plot([1, 2, 3, 4, 5], [2, 4, 6, 8, 10])\n",
    "axes[0].set_title('基础版本')\n",
    "\n",
    "# 美化版本\n",
    "x = [1, 2, 3, 4, 5]\n",
    "y = [2, 4, 6, 8, 10]\n",
    "axes[1].plot(x, y, marker='o', linewidth=3, markersize=10, \n",
    "             color='#2E86AB', markerfacecolor='#A23B72', \n",
    "             markeredgewidth=2, markeredgecolor='white')\n",
    "axes[1].fill_between(x, y, alpha=0.2, color='#2E86AB')\n",
    "axes[1].set_title('美化版本', fontsize=16, fontweight='bold', pad=20)\n",
    "axes[1].set_xlabel('X轴标签', fontsize=12, fontweight='bold')\n",
    "axes[1].set_ylabel('Y轴标签', fontsize=12, fontweight='bold')\n",
    "axes[1].grid(True, alpha=0.3, linestyle='--')\n",
    "axes[1].spines['top'].set_visible(False)\n",
    "axes[1].spines['right'].set_visible(False)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6. 课后练习\n",
    "\n",
    "### 练习1：基础图表绘制\n",
    "使用以下数据绘制一个折线图和柱状图："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 练习数据\n",
    "cities = ['北京', '上海', '广州', '深圳', '杭州']\n",
    "temperature = [25, 28, 30, 29, 27]\n",
    "humidity = [60, 65, 70, 68, 62]\n",
    "\n",
    "# 在这里写你的代码\n",
    "# TODO: 绘制温度的折线图\n",
    "# TODO: 绘制湿度的柱状图\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 练习2：Seaborn实战\n",
    "使用Seaborn绘制散点图和箱线图："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 练习数据\n",
    "practice_df = pd.DataFrame({\n",
    "    '学习时间': np.random.randint(1, 10, 50),\n",
    "    '考试成绩': np.random.randint(60, 100, 50),\n",
    "    '班级': np.random.choice(['A班', 'B班'], 50)\n",
    "})\n",
    "\n",
    "# 在这里写你的代码\n",
    "# TODO: 绘制学习时间vs考试成绩的散点图\n",
    "# TODO: 按班级绘制成绩分布的箱线图\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 7. 知识点总结\n",
    "\n",
    "### 本节课你学到了：\n",
    "\n",
    "1. **Matplotlib基础**\n",
    "   - 基本图表类型：折线图、柱状图、散点图、饼图\n",
    "   - 常用参数设置：颜色、线宽、标记点\n",
    "   - 子图布局和美化技巧\n",
    "\n",
    "2. **Seaborn基础**\n",
    "   - 统计图表：箱线图、小提琴图、直方图\n",
    "   - 关系图表：散点图、热力图\n",
    "   - 样式设置和配色方案\n",
    "\n",
    "3. **实用技巧**\n",
    "   - 中文显示设置\n",
    "   - 图表保存方法\n",
    "   - 图表美化技巧\n",
    "\n",
    "### 下一步学习：\n",
    "掌握了这些基础画图技能后，你就可以顺利学习后续的数据分析和可视化课程了！\n",
    "\n",
    "### 推荐资源：\n",
    "- Matplotlib官方文档：https://matplotlib.org/\n",
    "- Seaborn官方文档：https://seaborn.pydata.org/\n",
    "- 配色方案参考：https://colorhunt.co/"
   ]
  }
 ],
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  "kernelspec": {
   "display_name": "Python [conda env:base] *",
   "language": "python",
   "name": "conda-base-py"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
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